We partner with established businesses and pre-seed startups to build defensible moats by transforming them into AI-native companies.
We exist to make sure our partners
not only survive, but thrive.
AI is compound interest applied to how a business runs. When it's working for you, small workflow gains stack into real margin, speed, and decision-quality — and those advantages deepen over time. When it's working against you, the erosion is just as compounding: competitors close cycles faster, price sharper, and learn more from the same volume, quarter after quarter.
It rarely feels existential in any single quarter. But the math is unforgiving. Most companies already have what can't be copied — proprietary data and hard-earned domain judgment. What they lack is the architecture and operating discipline to make that edge compound.
We put engineering, creative, and legal leadership at the same table because in regulated, high-stakes industries, product velocity, brand trust, and compliance are inseparable. We take long-term equity positions because we're not here to recommend a roadmap — we're here to own outcomes.
We embed, make the hard calls, and rebuild the stack, workflows, and governance so improvements accumulate into durable advantage. We don't consult from the outside. We sit in the chair.
That's our mission.
Software is the substrate. Accretive intelligence is the moat.
Most businesses run on human middleware. People bridge the gaps between systems that were never designed to talk to each other, translating, reconciling, and hand-carrying decisions all day. The highest-leverage shift in a generation is freeing those people to do what they're actually good at: judgment, relationships, and the kind of work that only happens human-to-human.
Every operating company sits on proprietary data and domain knowledge that outsiders can't buy. It has always been inert. Too messy to model, too costly to curate, too fragile to operationalize. AI changes the economics of turning that latent value into compounding products and workflows. The businesses that move first build moats their competitors can't reverse-engineer.
The opportunity isn't replacing people. It's making the people you have dramatically more leveraged. Revenue per employee goes up. Margins widen. Not through cuts, but through better operations that compound quietly until competitors can't close the gap.
Software has always flowed to markets large enough to justify the engineering. That left entire industries stuck with manual process — not because they lacked value, but because the build cost exceeded the upside. AI resets that curve. The real opportunity isn't another chatbot. It's the specialized, regulated, high-complexity work that traditional software never touched.
DEFINE
We map the intellectual property landscape before writing a single line of code. Deep analysis of the business, its data assets, competitive positioning, and regulatory exposure reveals where defensible moats already exist and where new ones can be built.
BUILD
AI-native architecture from the ground up. Deterministic control planes ensure human oversight at every decision point. Verified reward reinforcement learning and other RL techniques train systems that improve continuously while remaining auditable and explainable.
COMPOUND
Each deployment creates a learning loop: better data capture, sharper evaluation, more reliable automation, tighter operating feedback. Iteration improves unit economics — cycle times fall, error rates drop, margins widen — while domain specificity deepens. The flywheel accelerates: new capabilities become cheaper to ship, and the moat grows from accumulated operating knowledge that competitors cannot reproduce on demand.
Companies we're
growing with.
jnovember
proptechJurisdictional compliance monitoring and risk scoring for commercial
fullcort
developer toolsKnowledge digitization platform converting long-tail analog
permitgenius
proptechPermitting intelligence as a platform for insurers, lenders, and REIT buyers.
sofeea
lawtechSelf-hosted, secure model building for litigation intelligence.
back9
developer toolsContainerized multimodal reinforcement learning orchestrator.
janus
developer toolsDeveloper tool chain and control plane purpose-built for AI-first engineering workflows.
We want to see good businesses survive.We want to see
good businesses
survive.
No pitch deck. No engagement letter. Just tell us what you're working on and where you think AI changes the game for your business. If there's a fit, we'll know.